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Research on the Impact of Supply Chain ESG on Enterprises’ Green Innovation Performance

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21 mar 2025

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Figure 1.

Correlation coefficient matrix
Correlation coefficient matrix

The result of regression analysis

(1)High environmental sensitivity industry (2)Low environmental sensitivity industry
ESG 0.287*** 0.144
(0.084) (0.128)
Controls YES YES
_cons -11.568*** -6.769***
(0.978) (0.921)
N 12333 6354
R2_a 0.132 0.088
Industry YES YES
Year YES YES

Analysis of property rights heterogeneity

(1)Non-state enterprise (2)State enterprise
ESG 0.353*** 0.221**
(0.084) (0.077)
Controls YES YES
_cons -7.239*** -8.438***
(0.597) (0.587)
N 10464 8223
R2_a 0.445 0.468
Industry YES YES
Year YES YES

Variable definition

Variable category Variable name Variable symbol Definition
Explained variable Green innovation performance Green_IP Number of green patent applications
Interpretation variable ESG performance ESG ESG comprehensive score
Regulating variable Enterprise control CL Internal controlling scoring
Control variable Leverage Lev Total liabilities/all assets
Cash holdings Cashhld Sum of cash/total assets
Tobin’s Q Tobinq The company’s market price/asset replacement cost
Independent ratio Idr The number of independent directors/the total number of directors
Equity concentration Ec The proportion of the largest shareholders in the listed company
Enterprise size Size Ln(total assets+1)
Enterprise age Age Established life
Dual role combination Duality If assigned as chairman and general manager=1, otherwise=0
Enterprise year Year Year virtual variable
Industry Ind Industry virtual variables

The selection of green innovation performance evaluation index

The evaluation indicator system of enterprise green innovation performance Primary indicator Secondary indicator
Profitability Total net profit ratio
Net asset yield
Operating margin
Business net profit rate
Investment yield
Earning per share
Operational and growth capacity Total asset growth rate
Net profit growth rate
revenue growth
Net asset growth rate per share
Inventory turnover rate
Accounts receivable turnover days
Technical innovation ability R&D personnel number
R&D personnel ratio
R&D cost
R&D investment ratio
Intangible assets
Intangible assets ratio
ESG social responsibility Comprehensive ESG score
E scores
S scores
G scores
The number of green patents cited

Benchmark regression and robustness test results

Variable Full sample Large enterprise Small enterprise Robustness test
ESG 0.421*** 0.409*** 0.311*** 0.413***
(0.052) (0.03) (0.063) 0.054
Lev 0.492* 0.569* 0.455* 0.493*
(0.292) (0.302) (0.296) 0.287
Cashhld 2.65*** 2.637*** 2.625*** 2.648***
(0.481) (0.472) (0.568) 0.485
Tobinq 0.198*** 0.208*** 0.21*** 0.198***
(0.025) (0.044) (0.103) 0.028
Idr 0.529 0.472 0.449 0.525
(0.723) (0.729) (0.774) 0.723
Ec -0.015*** -0.017*** 0.020*** -0.016***
(0.005) (0.009) (0.042) 0.002
Size 1.728*** 1.715*** 1.574*** 1.735***
(0.051) (0.04) (0.094) 0.053
Age -0.048*** -0.053*** -0.028*** -0.056***
(0.015) (0.011) (0.083) 0.012
Duality 0.177 0.196 0.293 0.183
(0.112) (0.11) (0.129) 0.109
CL 0.318** 0.11*** 0.090*** 0.308**
(0.033) (3.637) (3.583) (0.035)
CL*ESG 0.372*** -0.05*** -0.054*** 0.368***
(0.013) (0.003) (0.014) (0.022)
_cons -39.105*** -8.785*** -38.84*** -39.101***
(1.14) (3.137) (4.201) 1.14
Ind Yes Yes Yes Yes
Year Yes Yes Yes Yes
N 18687 9323 9364 15681

Analysis of regional heterogeneity

East Middle West Northeast
ESG 0.354*** 0.032 0.383 -1.223*
(0.113) (0.135) (0.232) (0.141)
Controls YES YES YES YES
_cons -8.138*** -9.578*** -13.871*** -11.697**
(0.997) (1.738) (1.768) (4.428)
N 7475 3737 5606 1869
R2 0.126 0.114 0.138 0.187
Industry YES YES YES YES
Year YES YES YES YES

Endogenous test results

Variable First stage Second stage
ESG_mean→ESG 0.489***(0.031)
ESG→Green_IP 1.745***(0.431)
F test of IV 324.82***
Under identification test 315.387***
Weak identification test 438.687[17.391]
Observations 18687 18687

Descriptive statistics of variables

Variable Sample Mean Sd. Min Median Max
Green_IP 18687 2.154 6.842 0 0 47
ESG 18687 6.579 1.202 5 3.5 9
Lev 18687 0.449 0.179 0.460 0.043 0.895
Cashhld 18687 0.141 0.099 0.103 0.016 0.596
Tobinq 18687 2.089 1.372 1.655 0.875 8.920
Idr 18687 0.356 0.091 0.361 0.268 0.581
Ec 18687 33.671 14.778 31.319 8.716 74.194
Size 18687 22.487 1.298 22.311 19.876 26.285
Age 18687 19.006 6.862 20 6 32
Duality 18687 0.233 0.423 0 0 1